{"id":"W4402794088","doi":"10.2196/56844","title":"Virtual Reality Simulation in Undergraduate Health Care Education Programs: Usability Study","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Usability; Health care; Virtual reality; Computer science; Medical education; Psychology; Human–computer interaction; Medicine; World Wide Web; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006555946,0.000455829,0.0006098868,0.0007925315,0.0004491551,0.0008070194,0.0004370256,0.0004812635,0.001395023],"category_scores_gemma":[0.01506894,0.0002648144,0.0008477487,0.0005136722,0.000370824,0.000517617,0.000913757,0.0004022961,0.0001831939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005971894,"about_ca_system_score_gemma":0.0007140886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00132007,"about_ca_topic_score_gemma":0.001743653,"domain_scores_codex":[0.9963207,0.002328083,0.0003422196,0.0002382152,0.0005088132,0.0002619311],"domain_scores_gemma":[0.9882171,0.008342721,0.0006951837,0.00055213,0.001465985,0.0007270175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006834126,0.0476588,0.4766442,0.00419309,0.0006140281,0.001588258,0.08903532,0.008139153,0.0233428,0.0004721239,0.002115795,0.3393623],"study_design_scores_gemma":[0.001465506,0.136487,0.7684416,0.0008821646,0.0009033649,0.002265717,0.04281274,0.01801286,0.01596174,0.0002937315,0.01213492,0.0003386037],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987599,0.0000665749,0.0006172684,0.00002009769,0.00000742168,0.0001943511,0.00002744484,0.00001146307,0.0002955132],"genre_scores_gemma":[0.9968264,0.0001752962,0.002306589,0.00003662481,0.00001215009,0.0002690032,0.00009375055,0.000007700624,0.0002724889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006555946,"threshold_uncertainty_score":0.03467155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03207081405892419,"score_gpt":0.4207142156033214,"score_spread":0.3886434015443972,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}